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cs.LG2026
ConfLayers: Adaptive Confidence-based Layer Skipping for Self-Speculative Decoding
Walaa Amer, Uday das, Fadi Kurdahi
Self-speculative decoding is an inference technique for large language models designed to speed up generation without sacrificing output quality. It combines fast, approximate deco…
cs.AR2026
EdgeCIM: A Hardware-Software Co-Design for CIM-Based Acceleration of Small Language Models
Jinane Bazzi, Mariam Rakka, Fadi Kurdahi +2
The growing demand for deploying Small Language Models (SLMs) on edge devices, including laptops, smartphones, automotive and robotic computing platforms, and high-performance embe…